{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 车辆检测及型号识别 —— 热图法\n",
    "1）对图片中的汽车生成热图     \n",
    "2）根据热图检测出汽车的位置     \n",
    "3）对汽车分类     \n",
    "4）在图片中标记出汽车位置和型号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import vgg\n",
    "import cv2\n",
    "\n",
    "from scipy.misc import imread, imresize\n",
    "from skimage import io\n",
    "from skimage.transform import resize\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image,ImageDraw, ImageFont\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 生成热图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imread`` instead.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: DeprecationWarning: `imresize` is deprecated!\n",
      "`imresize` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``skimage.transform.resize`` instead.\n",
      "  \n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:1400: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n",
      "  \" since 2.2.\", cbook.mplDeprecation)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "432 320\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xf99f588>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取图片，并转化为四维张量\n",
    "image_path = './test_image/test1.jpg'      # 修改读取图片的路径\n",
    "test_image = imread(image_path,mode='RGB')\n",
    "img_width = test_image.shape[1]\n",
    "img_height = test_image.shape[0]\n",
    "image = imresize(test_image,(224,224))\n",
    "x = np.expand_dims(image,axis=0)\n",
    "x = x[:,:,:,::-1]\n",
    "\n",
    "print(img_width,img_height)\n",
    "io.imshow(test_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 conv1_1_W (3, 3, 3, 64)\n",
      "1 conv1_1_b (64,)\n",
      "2 conv1_2_W (3, 3, 64, 64)\n",
      "3 conv1_2_b (64,)\n",
      "4 conv2_1_W (3, 3, 64, 128)\n",
      "5 conv2_1_b (128,)\n",
      "6 conv2_2_W (3, 3, 128, 128)\n",
      "7 conv2_2_b (128,)\n",
      "8 conv3_1_W (3, 3, 128, 256)\n",
      "9 conv3_1_b (256,)\n",
      "10 conv3_2_W (3, 3, 256, 256)\n",
      "11 conv3_2_b (256,)\n",
      "12 conv3_3_W (3, 3, 256, 256)\n",
      "13 conv3_3_b (256,)\n",
      "14 conv4_1_W (3, 3, 256, 512)\n",
      "15 conv4_1_b (512,)\n",
      "16 conv4_2_W (3, 3, 512, 512)\n",
      "17 conv4_2_b (512,)\n",
      "18 conv4_3_W (3, 3, 512, 512)\n",
      "19 conv4_3_b (512,)\n",
      "20 conv5_1_W (3, 3, 512, 512)\n",
      "21 conv5_1_b (512,)\n",
      "22 conv5_2_W (3, 3, 512, 512)\n",
      "23 conv5_2_b (512,)\n",
      "24 conv5_3_W (3, 3, 512, 512)\n",
      "25 conv5_3_b (512,)\n",
      "26 fc6_W (25088, 4096)\n",
      "27 fc6_b (4096,)\n",
      "28 fc7_W (4096, 4096)\n",
      "29 fc7_b (4096,)\n",
      "30 fc8_W (4096, 1000)\n",
      "31 fc8_b (1000,)\n"
     ]
    }
   ],
   "source": [
    "# 加载模型\n",
    "sess = tf.Session()\n",
    "imgs = tf.placeholder(tf.float32,[None,224,224,3])\n",
    "vgg_load = vgg.vgg16(imgs, 'vgg16_weights.npz', sess)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检测出图片中车辆的概率\n",
    "prob = sess.run(vgg_load.probs, feed_dict={vgg_load.imgs: x})[0]\n",
    "preds = (np.argsort(prob)[::-1])[0:5] \n",
    "prediction = preds[0]\n",
    "\n",
    "# 提取特征图  \n",
    "class_num = 1000\n",
    "conv_layer = vgg_load.layers['pool5']     \n",
    "one_hot = tf.sparse_to_dense(prediction, [class_num], 1.0)   \n",
    "\n",
    "# 反向梯度计算\n",
    "signal = tf.multiply(vgg_load.layers['fc3'], one_hot)  \n",
    "loss = tf.reduce_mean(signal)                         \n",
    "grads = tf.gradients(loss, conv_layer)[0]           \n",
    "norm_grads = tf.div(grads, tf.sqrt(tf.reduce_mean(tf.square(grads))) + tf.constant(1e-5))  \n",
    "\n",
    "# 生成新的特征图\n",
    "output, grads_val = sess.run([conv_layer, norm_grads], feed_dict={vgg_load.imgs: x}) \n",
    "output = output[0]           \n",
    "grads_val = grads_val[0]   \n",
    "\n",
    "weights = np.mean(grads_val, axis = (0, 1))             \n",
    "cam = np.ones(output.shape[0 : 2], dtype = np.float32)  \n",
    "for i, w in enumerate(weights):\n",
    "    cam += w * output[:, :, i]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\skimage\\transform\\_warps.py:84: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n",
      "  warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:1400: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n",
      "  \" since 2.2.\", cbook.mplDeprecation)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xfaa4e48>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画热图\n",
    "cam_max = np.maximum(cam, 0)                         \n",
    "cam_normal = cam_max / np.max(cam_max)               \n",
    "cam3 = resize(cam_normal,(img_height,img_width))\n",
    "io.imshow(cam3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 检测热图位置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 95  95  95 ... 245 246 246]\n",
      "[216 217 218 ... 156 153 154]\n",
      "95 246\n",
      "81 314\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:1400: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n",
      "  \" since 2.2.\", cbook.mplDeprecation)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对热图画框\n",
    "threshhold = 0.25\n",
    "cam3_max = np.max(cam3)\n",
    "cam3_min = cam3_max * threshhold\n",
    "\n",
    "position = np.where(cam3 > cam3_min)\n",
    "min_row,max_row = np.min(position[0]),np.max(position[0])\n",
    "min_col,max_col = np.min(position[1]),np.max(position[1])\n",
    "print(position[0])\n",
    "print(position[1])\n",
    "print(min_row,max_row)\n",
    "print(min_col,max_col)\n",
    "\n",
    "left = min_col\n",
    "top =  min_row  \n",
    "right = max_col \n",
    "bottom = max_row  \n",
    "\n",
    "cam3_image = Image.fromarray(cam3)                    \n",
    "draw = ImageDraw.Draw(cam3_image)                                 \n",
    "draw.line([(left, top), (left, bottom), (right, bottom),(right, top),(left,top)], width=3)\n",
    "\n",
    "cam_image = np.array(cam3_image)\n",
    "io.imshow(cam_image)\n",
    "cv2.imwrite('./out_image/test1_cam.jpg',cam_image)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载分类模型  \n",
    "PATH_TO_CLASSIFY_PB = './detection_models/vehicle_inception_v4_freeze.pb'    \n",
    "PATH_TO_CLASSIFY_LABELS = './detection_models/labels.txt'   \n",
    "CLASSIFY_NUM_CLASSES = 764\n",
    "\n",
    "def preprocess_for_eval(image, height, width,central_fraction=0.875, scope=None):\n",
    "    with tf.name_scope(scope, 'eval_image', [image, height, width]):\n",
    "        if image.dtype != tf.float32:\n",
    "            image = tf.image.convert_image_dtype(image, dtype=tf.float32)            \n",
    "        if central_fraction:\n",
    "            image = tf.image.central_crop(image, central_fraction=central_fraction)\n",
    "        if height and width:\n",
    "            image = tf.expand_dims(image, 0)\n",
    "            image = tf.image.resize_bilinear(image, [height, width],align_corners=False)\n",
    "            image = tf.squeeze(image, [0])            \n",
    "        image = tf.subtract(image, 0.5)\n",
    "        image = tf.multiply(image, 2.0)      \n",
    "        return image\n",
    "\n",
    "# 分类\n",
    "classify_graph = tf.Graph()\n",
    "with classify_graph.as_default():        \n",
    "    with open(PATH_TO_CLASSIFY_PB, 'rb') as f:\n",
    "        graph_def = tf.GraphDef()\n",
    "        graph_def.ParseFromString(f.read())\n",
    "        tf.import_graph_def(graph_def, name='')\n",
    "        \n",
    "    image_file = tf.read_file(image_path)\n",
    "    image_decode = tf.image.decode_jpeg(image_file)\n",
    "    image_preprocessed = preprocess_for_eval(image_decode, 299, 299)    \n",
    "    with tf.Session(graph=classify_graph) as sess:\n",
    "        image_input = sess.run(image_preprocessed)\n",
    "        image_np_expanded = np.expand_dims(image_input,axis=0)\n",
    "        softmax_tensor = sess.graph.get_tensor_by_name('InceptionV4/Logits/Predictions:0')\n",
    "        predictions = sess.run(softmax_tensor, feed_dict={'input:0': image_np_expanded})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "三菱-GC-PHEV: 100.0%\n"
     ]
    }
   ],
   "source": [
    "def classification_box_accuracy(predictions):\n",
    "    vehicle_label = {} \n",
    "    with open(PATH_TO_CLASSIFY_LABELS,encoding='utf-8') as f:\n",
    "        for item in f.readlines():\n",
    "            item = item.strip().split(':')\n",
    "            vehicle_label[int(item[0])] = {'id':int(item[0]),'name':item[1]}\n",
    "\n",
    "    vehicle_accuracy = np.max(predictions,axis=1)\n",
    "    vehicle_idx = np.argmax(predictions,axis=1)  \n",
    "    vehicle_predict_name = []\n",
    "    for i,idx in enumerate(vehicle_idx):\n",
    "        if vehicle_accuracy[i] > 0.3:\n",
    "            vehicle_predict_name = (str(vehicle_label[idx]['name']) + ': ' + '%.1f'%(vehicle_accuracy[i]*100) + '%')\n",
    "            \n",
    "    return vehicle_predict_name \n",
    "\n",
    "vehicle_predict_name = classification_box_accuracy(predictions)\n",
    "print(vehicle_predict_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4  标出汽车位置和型号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: `imresize` is deprecated!\n",
      "`imresize` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``skimage.transform.resize`` instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n",
      "C:\\Users\\l\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:1400: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n",
      "  \" since 2.2.\", cbook.mplDeprecation)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_with_box = Image.fromarray(imresize(test_image,(img_height,img_width)))          \n",
    "draw = ImageDraw.Draw(image_with_box)                                 \n",
    "draw.line([(left, top), (left, bottom), (right, bottom),(right, top),(left,top)], width=3)\n",
    "\n",
    "try:\n",
    "    font = ImageFont.truetype('simhei.ttf',18,encoding='utf-8')  # 字体在C:\\Windows\\Fonts\n",
    "except IOError:\n",
    "    font = ImageFont.load_default()\n",
    "\n",
    "text_width, text_height = font.getsize(vehicle_predict_name)  \n",
    "text_bottom = top\n",
    "\n",
    "margin = np.ceil(0.05 * text_height)\n",
    "draw.rectangle([(left, text_bottom - text_height - 2 * margin), (left + text_width,text_bottom)],fill='cyan')\n",
    "draw.text( (left + margin, text_bottom - text_height - margin),\n",
    "            vehicle_predict_name,\n",
    "            fill='black',\n",
    "            font=font)\n",
    "\n",
    "img_box_name = np.array(image_with_box)\n",
    "io.imshow(img_box_name)\n",
    "cv2.imwrite('./out_image/test1_with_label.jpg',img_box_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
